Microsoft Excel

想一Jam 歌？ 想識朋友夾band 唱live? 歡迎 加入Free Jam + Open mic Whatapp Group 一齊識朋友唱歌玩樂器 入群接收最新活動資訊及報名！ Want to jam? Want to meet friends and sing live in a band? Join the Free Jam + Open Mic WhatsApp Group to meet friends and play instruments. Join the group to receive the latest event information and sign up! https://chat.whatsapp.com/CvKmKyKK7le53X4cIJSH2P?mode=hqrc

本研討會將介紹自2023年8月起生效的新版PIC/S藥品GMP指南PE009-17及其在全球GMP標準一致性中的重要性。內容涵蓋污染控制、風險為本的方法及增強的藥品質量系統。參加者將了解如何通過採用PE009-17來確保符合法規要求、患者安全及國際市場准入。研討會還將討論符合GMP的機器要求，並介紹有助於遵循新指南的設備。 立即登記：[LINK](https://campaigns.hkpc.org/zh-hk/event-registration-form-the-triple-threat-of-pics)

📣📣📣 Hey there, fitness fanatics! Guess what? We're expanding to the Kowloon side because we just can't get enough of those endorphins! 🎉🎉🎉 
𝐀𝐁𝐎𝐔𝐓 𝐓𝐇𝐈𝐒 𝐒𝐄𝐒𝐒𝐈𝐎𝐍 🙌 
Last year, we kicked off our workout journey at the Hoi Bun Rd Park with a small group of ~-10 dedicated regulars. But now, we're ready to amp it up with Fitfam and fill that Thursday void with some serious fitness fun! 🏋🏻‍♂️🏋🏻‍♂️🏋🏻‍♂️ 
And hey, it's not just about the sweat and muscles (although those are definitely a bonus). It's also a fantastic opportunity to expand your network 🕸🕸🕸 and mingle with like-minded professionals in the area, e.g. folks at the Citi Tower, Quayside, and more! 🌇🏙🌇 
So, what's in store for you during our workout session? Get ready for a heart-pumping, calorie-crushing 1-hour HIIT/CrossFit extravaganza suitable for all fitness levels. 🥇🥈🥉 Don't forget to bring plenty of water to stay hydrated, and if you have a yoga mat lying around, feel free to bring it along (totally optional though). 
We've got ~10 regulars outside of Fitfam who don't always sign up on Meetup, so don't be discouraged if you're the first and only one to register. We promise you won't be alone in this fitness adventure! 🏃‍♂️🏃‍♂️🏃‍♂️ 
So, let's sweat, burn some calories, and have a blast together! Get ready to make those endorphins dance and forge some awesome connections. Sweat & Connect. 💦💦💦 
⚠️ 𝐀𝐃𝐃𝐈𝐓𝐈𝐎𝐍𝐀𝐋 𝐈𝐍𝐅𝐎𝐑𝐌𝐀𝐓𝐈𝐎𝐍 ⚠️ 
Please take a minute to read the following information regarding your participation in FitFam workouts. By signing up for this session, you confirm that you have read and understood the terms and risks detailed below:
 💬 WHATSAPP 💬 
We have a WhatsApp group! If you've participated in several of our sessions and would like to stay engaged with other regular FitFammers, please let one of our leaders know at the end of a workout so they can add you to the group.

🙅 NOT GOING 🙅‍♂️

If you have signed up for a session and can no longer make it, please move yourself to "Not Going" so our leaders have a more accurate count of participants coming to their session. This also helps us plan workouts more effectively. 
🔊 DISCLAIMER 🔊

By signing up for this session, you confirm that you have read and understood the terms and risks detailed in our Disclaimer and Release of Liability Agreement: https://www.meetup.com/fitfamhongkong/pages/29134671/Disclaimer_and_Release_of_Liability_Agreement For any other question regarding our workouts and our community, please refer to the FAQs page: https://www.meetup.com/fitfamhongkong/pages/29134429/FitFam_FAQs
​
FitFam is accessible to everyone. No equipment, no previous experience or wallet needed. See you on the field

**LSS Smart Fitness 律動班系列** Wanchai/Jordon/Zoom Zoom Class $80/ 30-45min class ($200 /4-class) In-person Class $100/ 1-hr class ($320 /4-class) RSVP : WhatsApp 65230389 **Vibration x Yoga 律動瑜伽 (Mon 10am)** (Yoga Asana in vibration setting) **Vibration x MFR 療癒律動 (Tue 10am)** (Relax, Muscle release & Facial massage) **Vibration Fitness (Stretch & Strength) 健體律動 (Wed 10am )** (Flexiband) **Vibration x BellyFit 美型律動 (Thu 10am)** (Body Shape-up with Bellydance Technique Drills) https://eshop.cosway.com.hk/ First time FREE trial with any Cosway purchase receipt under introducer code : HK370579 憑任何以 HK370579 作介紹人的 Cosway (網購或門市)購物收據，可免費試上律動班系列一節

Under the guidance of the national innovation-driven development strategy, technological and industrial exchanges between Shanghai and Hong Kong have been increasingly deepening. Shanghai Industrial Investment (Holdings) Co.,Ltd. And Shanghai Orient Nexus Asia-Pacific Talent Exchange and Development Center jointly launch the **SIIC 2026 Innovation Competition**. The competition aims to build an international and professional platform for innovation and entrepreneurship, promote the efficient transformation of scientific and technological achievements, attract and cultivate high-level entrepreneurial and innovative talents, accelerate the landing and development of outstanding projects in Shanghai and globally, and further enhance talent exchange and cooperation between Shanghai and Hong Kong—realizing its strategic significance. **Competition Highlights** * Technology-Driven, Results-Oriented * Talent Magnet, Innovation Hub Building * Shanghai-Hong Kong Synergy, Collaborative Innovation * Brand Building, Resource Integration **Competition Track and Focus** * Integrated circuits * Biopharma * Artificial intelligence * Green low-carbon technologies * Advanced equipment * Fashion and consumer goods **Awards** FIRST PRIZE - ¥ 50,000 SECOND PRIZE - ¥ 20,000 EXCELLENCE AWARD - ¥ 5,000 (15 winners) and Subsidy for a visit to Shanghai **Application Deadline:** 10th June, 2026 [Click here to apply ](https://www.orientnexus.com.cn/iec/#msdynmkt_trackingcontext=31d804bd-bfc1-40bc-a2ea-49a5a2f00300)

Date: 30 May 2026 (Sat) Time: 15:30 - 18:00 \*HKT Coordinator: Ming Tou, Alex Au Light Refreshments will be available! This is a **workshop** for Python Data Cleaning. Please bring along your laptop with **Python3 installed with enough battery**! *Winners will get a small prize as an accomplishment **in the next meetup**.* **Due to the university entrance policy, we are currently closed for new university QR code entrance registration. Please feel free to join us by registering yourself under the university entrance counter!** ***Mind the Data Gap*** **This model will be delayed due to: missing values, outliers, and delimiter congestion.** In this hands-on HKPUG workshop, we are turning a Python data cleaning exercise into a gamified team sprint. You will work with a **synthetic Hong Kong-inspired transport dataset**. The data is messy on purpose: missing values, weird outliers, inconsistent categories, URL-encoded station names, confusing delimiters, and fields that look useless until you extract the hidden signal. Your mission is simple: **Clean the data. Extract better features. Run the scorer. Beat the model.** You do not need to tune the model. You need to **rescue the data**. ***How the Challenge Works*** Teams will write a Python data transformation script to clean and enrich the dataset. Our scoring pipeline will then: 1. Run your transformation on the training and test data 2. Remove any label / target leakage columns 3. Train a fixed Gradient Boosting model 4. Evaluate the model using proxy metrics such as F1 and ROC-AUC 5. Convert the result into a data cleaning score This is not meant to be a perfect data quality metric. It is an accessible proxy: if your **cleaning** and **feature extraction** help the **model perform better**, your team gets a better score. **Capacity:** 60 (Team of 4) **Venue Info:** City University of Hong Kong, Kowloon Tong (Exact Location TBC) **Rundown:** **30th May** **15:30 – 15:40** Opening Remarks, Team Formation & GitHub Setup **15:40 – 15:55** Briefing: Data Traffic Report, Challenge Rules & Scoring Pipeline **15:55 – 16:20** Demo: Messy Dataset, Data Cleaning Strategy & `transform.py` **16:20 – 17:10** Team Sprint Part 1: Missing Values, Outliers & Category Cleanup **17:10 – 18:00** Team Sprint Part 2: Feature Extraction, Hidden Signals & Scoring Iterations **18:00 -** Networking outside City University **13th June** **\- 23:59** Winner Team Announcement **Audience pre-requisite:** * **Hardware:** **MUST** bring a laptop with Python 3 installed and a code editor (VS Code, PyCharm, etc.). * **Skills:** Recommended having basic to intermediate-level knowledge of Python (handling JSON, using the `requests` library, and writing basic `if/else/while` loops). **How to join?** 1. Click "Attend" on this page

————————————— **Whatsapp group** [https://chat.whatsapp.com/BinHaE79kQM1wBPY1icm8g](https://chat.whatsapp.com/BinHaE79kQM1wBPY1icm8g) **We will meet up on the G/F in Central Market. I’ll find an available table and send a photo to the WhatsApp group to show where we are.** **You may join the whatsapp group or simply call 91796157 when you are over there** SEATS ARE LIMITED, you are encouraged to walk around and find your partners! If you need any help, just ask me to introduce you into the right group ————————————— Join us for a fun evening of language exchange and socializing with international friends. Whether you're a local looking to practice a new language or an exchange student wanting to meet new people, this event is perfect for you. Don't miss this opportunity to immerse yourself in a vibrant environment **Why we host the event in Central Market?** In 1990, the Central Market building was graded as a Grade III historic building by the Antiquities Advisory Board. After multiple rounds of study and consultation, the revitalization project for the Central Market building began in October 2017. Upon completion, a portion of the market stalls will be preserved. the Central Market's historical significance makes it an attractive venue for hosting various types of events that can celebrate Hong Kong's rich heritage and cultural identity. Please grab a dink and enjoy! **\*\*\*\*\*\*\*Please support and buy some foods or drink in Central market\*\*\*\*\*\*\***

When learning statistics, one of the most fundamental yet usually grossed over concepts is that of **variance** (i.e. the square of the standard deviation in normal distribution). As we know, virtually all statistical operations which measure deviations of individual values from the norm involve adding the **SQUARED differences between the two numbers**. However, very few instructors could explain why we have to use squares rather than just the absolute values of the difference (or other even powers such as 4, if the intention is to avoid the negatives). This tutorial shall cover this in a convincing manner. Secondly, while we all know the variance of a SAMPLE is arrived by dividing (n-1) of the sum of squared differences, where n is the number of observations, few can articulate the rationale behind it. This tutorial shall also prove step by step why this is case, so after this you could appreciate the logic behind this ingenious insight instead of just reciting it like a medieval myth.

Language exchange@ My home Cafe Kindly at least pay for one drink item for the cafe owner . Please come up stairs to 3/F .

都市人生活繁忙，好多時食晏唔係趕頭趕命，就係一個人外賣返office對係電腦食？ 唔想再係咁,其實可以好簡單,既然大家都面對同一個問題,咁就一於開個慢活人生午餐谷,定期午餐聚會,咁就唔駛一人食晏la 又搵到飯腳又可以識到新朋友,仲唔係雙嬴XD - 謝絕一切保險、基金、傳銷、直銷、課程、水機、NUSKIN、HERBALIFE等人士

<<這不是活動,這是一個超過 250+ 人的活動群組>> 厭咗對住四幅牆？ 單身都可以過得好充實！ 我哋唔係嚴肅配對平台，而係你專屬嘅「單身玩樂俱樂部」💃🕺 就係想搵班Friend一齊癲一齊玩～ 由填表呢刻開始，你嘅社交生活即時Upgrade！ 👇立即Click入嚟加入我哋啦👇 https://forms.gle/bP4kxTspTqKrqSY76 🎯點解你要加入？ ✅ 識多啲同頻率嘅朋友，生活圈子自然闊 ✅ 自由參加冇壓力，鍾意玩咩就玩咩 ✅ 週末節目唔使再頭痕，我哋幫你搞掂 有咩好想玩？隨時PM版主 搞活動最緊要大家開心！ **獨樂樂不如眾樂樂～** **快啲入Group一齊創造回憶啦！** [交form後會盡快加你入群組](%E4%BA%A4form%E5%BE%8C%E6%9C%83%E7%9B%A1%E5%BF%AB%E5%8A%A0%E4%BD%A0%E5%85%A5%E7%BE%A4%E7%B5%84)

只要行出第一步，就可以擴闊生活圈子~ https://forms.gle/WtTsxUUErco3PKB5A 填左以上Google Form就可加入活動群😁 係香港識朋友話難唔難，話易唔易，所以都希望透過呢個平台令大家互相認識，一齊去吃喝玩樂~ 定期舉辦行山、水上活動、PARTY ROOM、睇戲、食飯又或大家諗到都可以建議版主去搞~

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

A cookie covered in creamy frosting can brighten anyone’s day! National Frosted Cookie Day is all about that simple joy. **DETAILS:** We'll celebrate the occasion by visiting Cheryl's Cookies headqtrs. cookie shop, trying to decide which seasonal treats to choose! **NEXT:** we'll head west on Polaris Pkwy to Bonefish Grill for Happy Hour eats n drinks. We can share our sweet finds for dessert... *In a busy world, National Frosted Cookie Day offers a little sweetness that reminds us to slow down and enjoy the moment.*